| Apr 2 | Administrivia and Course Overview. | Slides |
| Apr 4 | No class | |
| Apr 9 | Linear Algebra Review. | Slides For a more detailed overview, see Sections 1,2, and 3.1-3.7 of these notes (thanks to Andrew Ng). |
| Apr 11 | Probability Review. | Slides For a more detailed overview, see these notes (thanks to Andrew Ng). An additional nice resource is Chapters 2 and 3 of "All of Statistics" by Larry Wasserman. |
| Apr 16 | Finish up Probability Review. Nearest Neighbor Classification. | Slides |
| Apr 18 | Finish Nearest Neighbor Classification. | Slides |
| Apr 23 | Midterm 1 | |
| Apr 25 | Decision Trees. | Slides |
| Apr 30 | Overfitting in Decision Trees. Perceptron. | Slides |
| May 2 | Perceptron. | Slides |
| May 7 | Kernels. | Slides |
| May 9 | Finish Kernels. Bagging. | Slides |
| May 14 | Bagging and Boosting. | Slides |
| May 16 | Finish up Ensemble Learning. | Slides |
| May 21 | Midterm 2 | |
| May 23 | Projections. PCA. | Slides |
| May 28 | No Class. Memorial Day. | |
| May 30 | PCA. | Slides |
| Jun 4 | PCA. k-means. | Slides |
| Jun 6 | Multivariate Gaussians. Mixture Models. | Draft Slides |